Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 109.5 KiB |
| Average record size in memory | 112.1 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
df_index is highly correlated with F8 | High correlation |
F8 is highly correlated with df_index | High correlation |
df_index is highly correlated with F8 | High correlation |
F8 is highly correlated with df_index | High correlation |
df_index is highly correlated with F8 | High correlation |
F8 is highly correlated with df_index | High correlation |
df_index is highly correlated with F8 | High correlation |
F8 is highly correlated with df_index | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
Reproduction
| Analysis started | 2022-04-27 10:03:34.827894 |
|---|---|
| Analysis finished | 2022-04-27 10:04:19.937450 |
| Duration | 45.11 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
df_index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 513.675 |
| Minimum | 0 |
|---|---|
| Maximum | 1022 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 51.95 |
| Q1 | 255.75 |
| median | 516.5 |
| Q3 | 771.25 |
| 95-th percentile | 972.05 |
| Maximum | 1022 |
| Range | 1022 |
| Interquartile range (IQR) | 515.5 |
Descriptive statistics
| Standard deviation | 296.1646956 |
|---|---|
| Coefficient of variation (CV) | 0.5765604625 |
| Kurtosis | -1.207084163 |
| Mean | 513.675 |
| Median Absolute Deviation (MAD) | 257.5 |
| Skewness | -0.01323768751 |
| Sum | 513675 |
| Variance | 87713.5269 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 691 | 1 | 0.1% |
| 678 | 1 | 0.1% |
| 679 | 1 | 0.1% |
| 680 | 1 | 0.1% |
| 681 | 1 | 0.1% |
| 682 | 1 | 0.1% |
| 683 | 1 | 0.1% |
| 684 | 1 | 0.1% |
| 685 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1022 | 1 | |
| 1021 | 1 | |
| 1020 | 1 | |
| 1019 | 1 | |
| 1018 | 1 | |
| 1017 | 1 | |
| 1016 | 1 | |
| 1015 | 1 | |
| 1014 | 1 | |
| 1013 | 1 |
T1
Real number (ℝ≥0)
| Distinct | 992 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.936001659 |
| Minimum | 0.3894026052 |
|---|---|
| Maximum | 5.591741599 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.3894026052 |
|---|---|
| 5-th percentile | 1.509286438 |
| Q1 | 2.319282787 |
| median | 2.911393929 |
| Q3 | 3.557017544 |
| 95-th percentile | 4.475298308 |
| Maximum | 5.591741599 |
| Range | 5.202338994 |
| Interquartile range (IQR) | 1.237734757 |
Descriptive statistics
| Standard deviation | 0.9141434779 |
|---|---|
| Coefficient of variation (CV) | 0.3113565944 |
| Kurtosis | -0.2052103396 |
| Mean | 2.936001659 |
| Median Absolute Deviation (MAD) | 0.6289903169 |
| Skewness | 0.08425090127 |
| Sum | 2936.001659 |
| Variance | 0.8356582982 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.857142857 | 4 | 0.4% |
| 3.557017544 | 2 | 0.2% |
| 1.598173516 | 2 | 0.2% |
| 2.877358491 | 2 | 0.2% |
| 2.919677836 | 2 | 0.2% |
| 4.029126214 | 2 | 0.2% |
| 3.47658345 | 1 | 0.1% |
| 1.934229084 | 1 | 0.1% |
| 4.594119284 | 1 | 0.1% |
| 1.085398988 | 1 | 0.1% |
| Other values (982) | 982 |
| Value | Count | Frequency (%) |
| 0.3894026052 | 1 | |
| 0.4633420359 | 1 | |
| 0.5473910074 | 1 | |
| 0.5515084982 | 1 | |
| 0.5967828957 | 1 | |
| 0.7492232207 | 1 | |
| 0.8270157158 | 1 | |
| 0.8573807668 | 1 | |
| 0.875457631 | 1 | |
| 0.927840695 | 1 |
| Value | Count | Frequency (%) |
| 5.591741599 | 1 | |
| 5.455566178 | 1 | |
| 5.452959431 | 1 | |
| 5.425139474 | 1 | |
| 5.314143685 | 1 | |
| 5.295841993 | 1 | |
| 5.258894578 | 1 | |
| 5.210442439 | 1 | |
| 5.120368478 | 1 | |
| 5.110780553 | 1 |
F1
Real number (ℝ≥0)
| Distinct | 991 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1975.285938 |
| Minimum | 1731.764635 |
|---|---|
| Maximum | 2207.773481 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1731.764635 |
|---|---|
| 5-th percentile | 1854.001819 |
| Q1 | 1923.628661 |
| median | 1977.321002 |
| Q3 | 2021.238927 |
| 95-th percentile | 2099.706618 |
| Maximum | 2207.773481 |
| Range | 476.0088455 |
| Interquartile range (IQR) | 97.6102668 |
Descriptive statistics
| Standard deviation | 73.78834229 |
|---|---|
| Coefficient of variation (CV) | 0.03735577765 |
| Kurtosis | 0.07215238705 |
| Mean | 1975.285938 |
| Median Absolute Deviation (MAD) | 48.93898282 |
| Skewness | 0.06496909214 |
| Sum | 1975285.938 |
| Variance | 5444.719457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2030 | 6 | 0.6% |
| 1910 | 2 | 0.2% |
| 2000 | 2 | 0.2% |
| 1950 | 2 | 0.2% |
| 1880 | 2 | 0.2% |
| 1866.605523 | 1 | 0.1% |
| 1911.819517 | 1 | 0.1% |
| 1915.616153 | 1 | 0.1% |
| 2014.825483 | 1 | 0.1% |
| 2025.648229 | 1 | 0.1% |
| Other values (981) | 981 |
| Value | Count | Frequency (%) |
| 1731.764635 | 1 | |
| 1740.657496 | 1 | |
| 1784.482245 | 1 | |
| 1786.035636 | 1 | |
| 1797.648234 | 1 | |
| 1801.940695 | 1 | |
| 1804.84023 | 1 | |
| 1805.735999 | 1 | |
| 1807.59591 | 1 | |
| 1810.357774 | 1 |
| Value | Count | Frequency (%) |
| 2207.773481 | 1 | |
| 2192.738783 | 1 | |
| 2192.297637 | 1 | |
| 2184.4932 | 1 | |
| 2182.751822 | 1 | |
| 2172.246796 | 1 | |
| 2170.342363 | 1 | |
| 2161.565216 | 1 | |
| 2160.751439 | 1 | |
| 2160 | 1 |
F2
Real number (ℝ≥0)
| Distinct | 997 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.447920876 |
| Minimum | 1.234572449 |
|---|---|
| Maximum | 7.408782478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1.234572449 |
|---|---|
| 5-th percentile | 5.202675982 |
| Q1 | 6.218144611 |
| median | 6.606294504 |
| Q3 | 6.865247098 |
| 95-th percentile | 7.148701752 |
| Maximum | 7.408782478 |
| Range | 6.174210029 |
| Interquartile range (IQR) | 0.6471024866 |
Descriptive statistics
| Standard deviation | 0.6879506699 |
|---|---|
| Coefficient of variation (CV) | 0.1066934107 |
| Kurtosis | 10.73803985 |
| Mean | 6.447920876 |
| Median Absolute Deviation (MAD) | 0.3069876325 |
| Skewness | -2.579082338 |
| Sum | 6447.920876 |
| Variance | 0.4732761243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.606294504 | 4 | 0.4% |
| 6.1635034 | 1 | 0.1% |
| 6.490287966 | 1 | 0.1% |
| 6.754170714 | 1 | 0.1% |
| 4.641518303 | 1 | 0.1% |
| 6.518589043 | 1 | 0.1% |
| 6.442495204 | 1 | 0.1% |
| 6.865260666 | 1 | 0.1% |
| 6.542375438 | 1 | 0.1% |
| 7.003221302 | 1 | 0.1% |
| Other values (987) | 987 |
| Value | Count | Frequency (%) |
| 1.234572449 | 1 | |
| 1.67506728 | 1 | |
| 2.396640843 | 1 | |
| 2.510650951 | 1 | |
| 3.125531438 | 1 | |
| 3.203339885 | 1 | |
| 3.326006765 | 1 | |
| 3.35602762 | 1 | |
| 3.482303874 | 1 | |
| 3.484572047 | 1 |
| Value | Count | Frequency (%) |
| 7.408782478 | 1 | |
| 7.395721609 | 1 | |
| 7.387769245 | 1 | |
| 7.371286267 | 1 | |
| 7.360800958 | 1 | |
| 7.344260865 | 1 | |
| 7.342147069 | 1 | |
| 7.341593022 | 1 | |
| 7.321639408 | 1 | |
| 7.315162479 | 1 |
F3
Real number (ℝ≥0)
| Distinct | 983 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.482557 |
| Minimum | 30 |
|---|---|
| Maximum | 191.0530037 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 60.96935704 |
| Q1 | 92.45558199 |
| median | 110.5892849 |
| Q3 | 129.6155891 |
| 95-th percentile | 154.9223459 |
| Maximum | 191.0530037 |
| Range | 161.0530037 |
| Interquartile range (IQR) | 37.1600071 |
Descriptive statistics
| Standard deviation | 27.7252434 |
|---|---|
| Coefficient of variation (CV) | 0.2509467934 |
| Kurtosis | -0.05538125839 |
| Mean | 110.482557 |
| Median Absolute Deviation (MAD) | 18.74493289 |
| Skewness | -0.1295630124 |
| Sum | 110482.557 |
| Variance | 768.6891218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 129 | 12 | 1.2% |
| 111.86 | 7 | 0.7% |
| 30 | 1 | 0.1% |
| 110.8601458 | 1 | 0.1% |
| 86.51059473 | 1 | 0.1% |
| 55.35762293 | 1 | 0.1% |
| 86.96480054 | 1 | 0.1% |
| 122.8963576 | 1 | 0.1% |
| 78.36153064 | 1 | 0.1% |
| 118.7012877 | 1 | 0.1% |
| Other values (973) | 973 |
| Value | Count | Frequency (%) |
| 30 | 1 | |
| 32.01922156 | 1 | |
| 33.6241865 | 1 | |
| 35.59969741 | 1 | |
| 35.62090436 | 1 | |
| 38.66850033 | 1 | |
| 40.30480569 | 1 | |
| 41.42913899 | 1 | |
| 41.88627708 | 1 | |
| 43.13258311 | 1 |
| Value | Count | Frequency (%) |
| 191.0530037 | 1 | |
| 190.3181072 | 1 | |
| 188.0498979 | 1 | |
| 181.8284478 | 1 | |
| 181.0328092 | 1 | |
| 179.6459617 | 1 | |
| 176.918846 | 1 | |
| 173.2543262 | 1 | |
| 172.5705385 | 1 | |
| 171.5363275 | 1 |
F4
Real number (ℝ≥0)
| Distinct | 982 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.24460923 |
| Minimum | 14.2549855 |
|---|---|
| Maximum | 33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 14.2549855 |
|---|---|
| 5-th percentile | 18.37916503 |
| Q1 | 20.60832147 |
| median | 22.23054547 |
| Q3 | 23.96181796 |
| 95-th percentile | 26.16684927 |
| Maximum | 33 |
| Range | 18.7450145 |
| Interquartile range (IQR) | 3.353496482 |
Descriptive statistics
| Standard deviation | 2.405650189 |
|---|---|
| Coefficient of variation (CV) | 0.1081453112 |
| Kurtosis | 0.06530611552 |
| Mean | 22.24460923 |
| Median Absolute Deviation (MAD) | 1.679983131 |
| Skewness | 0.05686497497 |
| Sum | 22244.60923 |
| Variance | 5.787152831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.25 | 12 | 1.2% |
| 22.26785714 | 8 | 0.8% |
| 24.91313257 | 1 | 0.1% |
| 26.96687024 | 1 | 0.1% |
| 26.17236724 | 1 | 0.1% |
| 16.99385133 | 1 | 0.1% |
| 18.30948791 | 1 | 0.1% |
| 19.54516869 | 1 | 0.1% |
| 21.11852473 | 1 | 0.1% |
| 21.79764044 | 1 | 0.1% |
| Other values (972) | 972 |
| Value | Count | Frequency (%) |
| 14.2549855 | 1 | |
| 15.6958938 | 1 | |
| 15.88166751 | 1 | |
| 16.04897833 | 1 | |
| 16.39159473 | 1 | |
| 16.66753179 | 1 | |
| 16.70410798 | 1 | |
| 16.71543733 | 1 | |
| 16.77982009 | 1 | |
| 16.84853632 | 1 |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 28.95509437 | 1 | |
| 28.90747003 | 1 | |
| 28.84890162 | 1 | |
| 28.62011579 | 1 | |
| 28.32496802 | 1 | |
| 27.92084327 | 1 | |
| 27.81318318 | 1 | |
| 27.70768174 | 1 | |
| 27.63374248 | 1 |
F5
Real number (ℝ≥0)
| Distinct | 981 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 285.7807054 |
| Minimum | 100 |
|---|---|
| Maximum | 413.2734182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 220.2219357 |
| Q1 | 258.9510659 |
| median | 285.8539604 |
| Q3 | 313.0291261 |
| 95-th percentile | 351.936617 |
| Maximum | 413.2734182 |
| Range | 313.2734182 |
| Interquartile range (IQR) | 54.07806023 |
Descriptive statistics
| Standard deviation | 40.96939674 |
|---|---|
| Coefficient of variation (CV) | 0.1433595619 |
| Kurtosis | 0.1922065832 |
| Mean | 285.7807054 |
| Median Absolute Deviation (MAD) | 27.07381442 |
| Skewness | -0.06699407063 |
| Sum | 285780.7054 |
| Variance | 1678.491469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 300 | 12 | 1.2% |
| 284.6153846 | 9 | 0.9% |
| 345.214591 | 1 | 0.1% |
| 290.1737334 | 1 | 0.1% |
| 290.216923 | 1 | 0.1% |
| 257.679669 | 1 | 0.1% |
| 351.969637 | 1 | 0.1% |
| 288.9195345 | 1 | 0.1% |
| 246.4730258 | 1 | 0.1% |
| 212.0212245 | 1 | 0.1% |
| Other values (971) | 971 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 160.2558429 | 1 | |
| 173.4849199 | 1 | |
| 173.973907 | 1 | |
| 179.3743914 | 1 | |
| 186.5086128 | 1 | |
| 187.5623529 | 1 | |
| 187.9779646 | 1 | |
| 188.9186736 | 1 | |
| 189.2083921 | 1 |
| Value | Count | Frequency (%) |
| 413.2734182 | 1 | |
| 403.6528609 | 1 | |
| 397.1512909 | 1 | |
| 396.8982222 | 1 | |
| 386.0679918 | 1 | |
| 385.8947705 | 1 | |
| 385.6977992 | 1 | |
| 383.9384035 | 1 | |
| 382.759808 | 1 | |
| 381.8577245 | 1 |
F6
Real number (ℝ≥0)
| Distinct | 982 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.910909132 |
| Minimum | 0.4723383549 |
|---|---|
| Maximum | 7.244614842 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.4723383549 |
|---|---|
| 5-th percentile | 4.154426976 |
| Q1 | 5.588016535 |
| median | 6.114370898 |
| Q3 | 6.540349094 |
| 95-th percentile | 6.885493629 |
| Maximum | 7.244614842 |
| Range | 6.772276487 |
| Interquartile range (IQR) | 0.9523325598 |
Descriptive statistics
| Standard deviation | 0.9044039058 |
|---|---|
| Coefficient of variation (CV) | 0.1530058889 |
| Kurtosis | 5.247449248 |
| Mean | 5.910909132 |
| Median Absolute Deviation (MAD) | 0.4564491244 |
| Skewness | -1.890866543 |
| Sum | 5910.909132 |
| Variance | 0.8179464248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.351858133 | 9 | 0.9% |
| 6.154858094 | 5 | 0.5% |
| 5.942799375 | 4 | 0.4% |
| 6.918695219 | 4 | 0.4% |
| 6.444717369 | 1 | 0.1% |
| 5.478545539 | 1 | 0.1% |
| 5.525390228 | 1 | 0.1% |
| 6.194146787 | 1 | 0.1% |
| 4.338170939 | 1 | 0.1% |
| 6.057964142 | 1 | 0.1% |
| Other values (972) | 972 |
| Value | Count | Frequency (%) |
| 0.4723383549 | 1 | |
| 0.9813299541 | 1 | |
| 1.062671592 | 1 | |
| 1.629052954 | 1 | |
| 2.051460609 | 1 | |
| 2.077776773 | 1 | |
| 2.091290318 | 1 | |
| 2.247105939 | 1 | |
| 2.307194763 | 1 | |
| 2.509210909 | 1 |
| Value | Count | Frequency (%) |
| 7.244614842 | 1 | |
| 7.238520123 | 1 | |
| 7.164209896 | 1 | |
| 7.162158588 | 1 | |
| 7.122444324 | 1 | |
| 7.115959971 | 1 | |
| 7.11334005 | 1 | |
| 7.076084491 | 1 | |
| 7.075251978 | 1 | |
| 7.072093322 | 1 |
T2
Real number (ℝ≥0)
| Distinct | 982 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.31591073 |
| Minimum | 64.05406056 |
|---|---|
| Maximum | 82.68205104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 64.05406056 |
|---|---|
| 5-th percentile | 68.46023975 |
| Q1 | 71.23334295 |
| median | 73.2592296 |
| Q3 | 75.32163702 |
| 95-th percentile | 78.86129837 |
| Maximum | 82.68205104 |
| Range | 18.62799048 |
| Interquartile range (IQR) | 4.088294069 |
Descriptive statistics
| Standard deviation | 3.104660884 |
|---|---|
| Coefficient of variation (CV) | 0.04234634547 |
| Kurtosis | -0.1305565773 |
| Mean | 73.31591073 |
| Median Absolute Deviation (MAD) | 2.050742738 |
| Skewness | 0.1351730657 |
| Sum | 73315.91073 |
| Variance | 9.638919205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 9 | 0.9% |
| 73.33333333 | 5 | 0.5% |
| 75 | 4 | 0.4% |
| 78 | 4 | 0.4% |
| 78.89582593 | 1 | 0.1% |
| 77.18181073 | 1 | 0.1% |
| 72.19357555 | 1 | 0.1% |
| 75.13460175 | 1 | 0.1% |
| 69.04739913 | 1 | 0.1% |
| 70.10841624 | 1 | 0.1% |
| Other values (972) | 972 |
| Value | Count | Frequency (%) |
| 64.05406056 | 1 | |
| 64.6964004 | 1 | |
| 65.55333591 | 1 | |
| 65.79384497 | 1 | |
| 65.9799905 | 1 | |
| 66.05274662 | 1 | |
| 66.2212338 | 1 | |
| 66.26528996 | 1 | |
| 66.42107006 | 1 | |
| 66.48238276 | 1 |
| Value | Count | Frequency (%) |
| 82.68205104 | 1 | |
| 82.52577299 | 1 | |
| 82.23759986 | 1 | |
| 81.59475001 | 1 | |
| 81.41712594 | 1 | |
| 81.20314672 | 1 | |
| 81.17523055 | 1 | |
| 81.05329282 | 1 | |
| 80.9709595 | 1 | |
| 80.80322176 | 1 |
T3
Real number (ℝ≥0)
| Distinct | 982 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2461.358931 |
| Minimum | 1143.210334 |
|---|---|
| Maximum | 3725.19076 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1143.210334 |
|---|---|
| 5-th percentile | 1687.298269 |
| Q1 | 2135.886086 |
| median | 2455.974462 |
| Q3 | 2755.169485 |
| 95-th percentile | 3268.454069 |
| Maximum | 3725.19076 |
| Range | 2581.980426 |
| Interquartile range (IQR) | 619.2833993 |
Descriptive statistics
| Standard deviation | 471.1649946 |
|---|---|
| Coefficient of variation (CV) | 0.1914247405 |
| Kurtosis | -0.09982030573 |
| Mean | 2461.358931 |
| Median Absolute Deviation (MAD) | 308.9855342 |
| Skewness | 0.05453090432 |
| Sum | 2461358.931 |
| Variance | 221996.4522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 9 | 0.9% |
| 2455.555556 | 5 | 0.5% |
| 1800 | 4 | 0.4% |
| 2000 | 4 | 0.4% |
| 3409.525741 | 1 | 0.1% |
| 2435.075409 | 1 | 0.1% |
| 2066.567458 | 1 | 0.1% |
| 2431.940802 | 1 | 0.1% |
| 2039.022235 | 1 | 0.1% |
| 2461.455107 | 1 | 0.1% |
| Other values (972) | 972 |
| Value | Count | Frequency (%) |
| 1143.210334 | 1 | |
| 1145.065757 | 1 | |
| 1188.307418 | 1 | |
| 1250.392802 | 1 | |
| 1264.310682 | 1 | |
| 1269.728203 | 1 | |
| 1325.301747 | 1 | |
| 1337.424692 | 1 | |
| 1337.748317 | 1 | |
| 1348.288251 | 1 |
| Value | Count | Frequency (%) |
| 3725.19076 | 1 | |
| 3705.672523 | 1 | |
| 3694.298044 | 1 | |
| 3693.676531 | 1 | |
| 3689.223681 | 1 | |
| 3660.45021 | 1 | |
| 3656.158363 | 1 | |
| 3654.434359 | 1 | |
| 3636.892992 | 1 | |
| 3628.877193 | 1 |
F7
Real number (ℝ≥0)
| Distinct | 981 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 218.1970143 |
| Minimum | 41.04827795 |
|---|---|
| Maximum | 414.5906284 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 41.04827795 |
|---|---|
| 5-th percentile | 120 |
| Q1 | 179.8122129 |
| median | 219.0627514 |
| Q3 | 257.0866232 |
| 95-th percentile | 313.2203523 |
| Maximum | 414.5906284 |
| Range | 373.5423504 |
| Interquartile range (IQR) | 77.2744103 |
Descriptive statistics
| Standard deviation | 59.22548931 |
|---|---|
| Coefficient of variation (CV) | 0.2714312545 |
| Kurtosis | -0.1275646844 |
| Mean | 218.1970143 |
| Median Absolute Deviation (MAD) | 38.67913221 |
| Skewness | 0.02722932509 |
| Sum | 218197.0143 |
| Variance | 3507.658584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 220 | 14 | 1.4% |
| 300 | 4 | 0.4% |
| 120 | 4 | 0.4% |
| 197.1260667 | 1 | 0.1% |
| 175.7679189 | 1 | 0.1% |
| 259.917129 | 1 | 0.1% |
| 127.1822384 | 1 | 0.1% |
| 189.2994157 | 1 | 0.1% |
| 246.2671239 | 1 | 0.1% |
| 147.8318788 | 1 | 0.1% |
| Other values (971) | 971 |
| Value | Count | Frequency (%) |
| 41.04827795 | 1 | |
| 53.54891636 | 1 | |
| 63.68569833 | 1 | |
| 64.52417964 | 1 | |
| 72.53087338 | 1 | |
| 74.09786569 | 1 | |
| 75.83181169 | 1 | |
| 76.02307465 | 1 | |
| 82.58316143 | 1 | |
| 84.4901293 | 1 |
| Value | Count | Frequency (%) |
| 414.5906284 | 1 | |
| 402.1638092 | 1 | |
| 386.9034314 | 1 | |
| 383.6634005 | 1 | |
| 378.7568788 | 1 | |
| 359.0522198 | 1 | |
| 356.9259745 | 1 | |
| 355.7586968 | 1 | |
| 354.9580878 | 1 | |
| 350.6721274 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 502 | |
| 1.0 | 498 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 502 | |
| 1.0 | 498 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
F9
Real number (ℝ≥0)
| Distinct | 966 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.910569759 |
| Minimum | 0.0376389367 |
|---|---|
| Maximum | 14.44052188 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.0376389367 |
|---|---|
| 5-th percentile | 2.799946308 |
| Q1 | 5.080695106 |
| median | 6.929392696 |
| Q3 | 8.588839371 |
| 95-th percentile | 11.36172987 |
| Maximum | 14.44052188 |
| Range | 14.40288294 |
| Interquartile range (IQR) | 3.508144266 |
Descriptive statistics
| Standard deviation | 2.564005692 |
|---|---|
| Coefficient of variation (CV) | 0.371026671 |
| Kurtosis | -0.03444220563 |
| Mean | 6.910569759 |
| Median Absolute Deviation (MAD) | 1.762141678 |
| Skewness | 0.1080951249 |
| Sum | 6910.569759 |
| Variance | 6.574125191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 8 | 0.8% |
| 9 | 8 | 0.8% |
| 10 | 8 | 0.8% |
| 5 | 8 | 0.8% |
| 4 | 7 | 0.7% |
| 10.85324214 | 1 | 0.1% |
| 4.063183041 | 1 | 0.1% |
| 4.395253848 | 1 | 0.1% |
| 9.127881894 | 1 | 0.1% |
| 8.101342766 | 1 | 0.1% |
| Other values (956) | 956 |
| Value | Count | Frequency (%) |
| 0.0376389367 | 1 | |
| 0.145034143 | 1 | |
| 0.2396603178 | 1 | |
| 0.2687555576 | 1 | |
| 0.3057226031 | 1 | |
| 0.3108153381 | 1 | |
| 0.3901906958 | 1 | |
| 0.5718348719 | 1 | |
| 0.7302598695 | 1 | |
| 0.939462474 | 1 |
| Value | Count | Frequency (%) |
| 14.44052188 | 1 | |
| 14.37645128 | 1 | |
| 14.05138282 | 1 | |
| 14.0332153 | 1 | |
| 13.7324044 | 1 | |
| 13.65398705 | 1 | |
| 13.5719207 | 1 | |
| 13.4849451 | 1 | |
| 13.37877211 | 1 | |
| 13.37485478 | 1 |
F10
Real number (ℝ≥0)
| Distinct | 965 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.30408905 |
| Minimum | 20.57163333 |
|---|---|
| Maximum | 92.96349195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 20.57163333 |
|---|---|
| 5-th percentile | 36.76644821 |
| Q1 | 49.86831666 |
| median | 57.51647228 |
| Q3 | 64.93089601 |
| 95-th percentile | 76.95531926 |
| Maximum | 92.96349195 |
| Range | 72.39185862 |
| Interquartile range (IQR) | 15.06257935 |
Descriptive statistics
| Standard deviation | 11.85343161 |
|---|---|
| Coefficient of variation (CV) | 0.2068514099 |
| Kurtosis | 0.1065646173 |
| Mean | 57.30408905 |
| Median Absolute Deviation (MAD) | 7.536514316 |
| Skewness | -0.1185634015 |
| Sum | 57304.08905 |
| Variance | 140.503841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 57 | 10 | 1.0% |
| 70 | 10 | 1.0% |
| 60 | 10 | 1.0% |
| 47 | 9 | 0.9% |
| 54.19389801 | 1 | 0.1% |
| 61.76455455 | 1 | 0.1% |
| 47.04286439 | 1 | 0.1% |
| 54.49599357 | 1 | 0.1% |
| 65.49714375 | 1 | 0.1% |
| 72.81317746 | 1 | 0.1% |
| Other values (955) | 955 |
| Value | Count | Frequency (%) |
| 20.57163333 | 1 | |
| 23.14340056 | 1 | |
| 23.89819577 | 1 | |
| 24.28352295 | 1 | |
| 24.86051132 | 1 | |
| 25.68285629 | 1 | |
| 26.55989437 | 1 | |
| 26.64715449 | 1 | |
| 27.01937444 | 1 | |
| 27.27292801 | 1 |
| Value | Count | Frequency (%) |
| 92.96349195 | 1 | |
| 92.04213938 | 1 | |
| 89.87661551 | 1 | |
| 88.80764715 | 1 | |
| 88.07248951 | 1 | |
| 86.01242701 | 1 | |
| 85.98717379 | 1 | |
| 85.66099619 | 1 | |
| 84.84088754 | 1 | |
| 84.66911078 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | T1 | F1 | F2 | F3 | F4 | F5 | F6 | T2 | T3 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 1.857143 | 2030.0 | 6.606295 | 30.00 | 22.267857 | 100.000000 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 4.0 | 57.0 |
| 1 | 1.0 | 1.857143 | 2030.0 | 6.606295 | 50.00 | 23.750000 | 284.615385 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 4.0 | 60.0 |
| 2 | 2.0 | 1.857143 | 2030.0 | 6.606295 | 49.90 | 33.000000 | 284.615385 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 4.0 | 70.0 |
| 3 | 3.0 | 1.857143 | 2030.0 | 6.606295 | 129.00 | 21.250000 | 300.000000 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 5.0 | 47.0 |
| 4 | 4.0 | 2.771331 | 2030.0 | 6.625392 | 111.86 | 22.267857 | 284.615385 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 5.0 | 57.0 |
| 5 | 5.0 | 2.767918 | 2000.0 | 6.618739 | 111.86 | 22.267857 | 284.615385 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 5.0 | 60.0 |
| 6 | 6.0 | 2.569620 | 1910.0 | 6.694562 | 111.86 | 22.267857 | 284.615385 | 5.351858 | 70.0 | 3000.0 | 220.0 | 0.0 | 5.0 | 70.0 |
| 7 | 7.0 | 2.561475 | 1900.0 | 6.284134 | 111.86 | 22.267857 | 284.615385 | 5.942799 | 75.0 | 1800.0 | 120.0 | 0.0 | 7.0 | 47.0 |
| 8 | 8.0 | 3.557018 | 1930.0 | 6.791221 | 129.00 | 21.250000 | 300.000000 | 5.942799 | 75.0 | 1800.0 | 120.0 | 0.0 | 7.0 | 57.0 |
| 9 | 9.0 | 3.532338 | 2100.0 | 7.259820 | 129.00 | 21.250000 | 300.000000 | 6.918695 | 78.0 | 2000.0 | 300.0 | 0.0 | 7.0 | 60.0 |
Last rows
| df_index | T1 | F1 | F2 | F3 | F4 | F5 | F6 | T2 | T3 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 1013.0 | 2.310394 | 1931.146887 | 6.318987 | 96.749782 | 22.146487 | 214.827727 | 4.047301 | 78.143609 | 1939.307550 | 87.270139 | 1.0 | 7.683346 | 62.785021 |
| 991 | 1014.0 | 1.646235 | 2014.772547 | 6.735857 | 102.979906 | 21.073367 | 271.490843 | 6.423520 | 79.154469 | 2518.516089 | 232.428214 | 1.0 | 5.048503 | 59.837798 |
| 992 | 1015.0 | 2.806563 | 1872.864660 | 6.904770 | 146.199194 | 21.559290 | 313.900486 | 6.685404 | 72.815552 | 2443.482888 | 307.265172 | 1.0 | 5.240448 | 52.044507 |
| 993 | 1016.0 | 3.745862 | 1914.629424 | 6.524566 | 110.979100 | 25.922635 | 309.796388 | 6.444711 | 76.030555 | 2466.925422 | 152.184720 | 1.0 | 8.057020 | 47.067229 |
| 994 | 1017.0 | 2.758727 | 2000.506141 | 6.841150 | 143.021859 | 21.379518 | 273.852679 | 4.191259 | 67.633752 | 3102.539548 | 229.780372 | 1.0 | 8.736592 | 60.277805 |
| 995 | 1018.0 | 2.271346 | 1952.087902 | 6.817673 | 86.992183 | 20.123249 | 324.774576 | 5.348053 | 73.090961 | 2387.292495 | 125.007669 | 1.0 | 9.076380 | 47.019770 |
| 996 | 1019.0 | 3.444022 | 2050.089171 | 6.099719 | 145.981978 | 19.599769 | 254.215401 | 5.862667 | 72.920827 | 2360.392784 | 117.730099 | 1.0 | 10.565614 | 53.750790 |
| 997 | 1020.0 | 3.280604 | 1972.372865 | 6.035090 | 110.533477 | 23.957502 | 248.423047 | 6.608193 | 74.734344 | 2662.906040 | 236.606764 | 1.0 | 4.161154 | 67.629684 |
| 998 | 1021.0 | 3.705351 | 2066.799773 | 6.609990 | 141.397963 | 19.246945 | 275.779840 | 6.465317 | 74.042708 | 2071.715856 | 197.126067 | 1.0 | 6.313201 | 58.261074 |
| 999 | 1022.0 | 3.808020 | 1890.413468 | 6.036238 | 129.183416 | 27.474763 | 300.952708 | 6.632987 | 74.309704 | 2856.328932 | 194.754342 | 1.0 | 6.078902 | 77.434468 |